Optimal Maintenance Policy for Corroded Oil and Gas Pipelines using Markov Decision Processes

IF 1 Q2 ENGINEERING, MULTIDISCIPLINARY International Journal of Prognostics and Health Management Pub Date : 2022-03-13 DOI:10.36001/ijphm.2022.v13i1.3106
Roohollah Heidarydashtarjandi, Jubilee Prasad-Rao, K. Groth
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引用次数: 3

Abstract

This paper presents a novel approach to determine optimal maintenance policies for degraded oil and gas pipelines due to internal pitting corrosion. This approach builds a bridge between Markov process-based corrosion rate models and Markov decision processes (MDP). This bridging allows for the consideration of both short-term and long-term costs for optimal pipeline maintenance operations. To implement MDP, probability transition matrices are estimated to move from one degradation state to the next in the pipeline degradation Markov processes. A case study is also implemented with four pipeline failure modes (i.e., safe, small leak, large leak, and rupture). And four maintenance actions (i.e. do nothing, adding corrosion inhibitors, pigging, and replacement) are considered by assuming perfect pipeline inspections. Monte Carlo simulation is performed on 10,000 initial pits using the selected corrosion models and assumed maintenance and failure costs to determine an optimal maintenance policy.
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基于马尔可夫决策过程的腐蚀油气管道最优维护策略研究
本文提出了一种新的方法来确定因内部点蚀而退化的油气管道的最佳维护策略。该方法在基于马尔可夫过程的腐蚀速率模型和马尔可夫决策过程(MDP)之间架起了一座桥梁。这种桥接可以考虑最佳管道维护操作的短期和长期成本。为了实现MDP,在流水线退化马尔可夫过程中,估计概率转移矩阵从一个退化状态移动到下一个。还对四种管道故障模式(即安全、小泄漏、大泄漏和破裂)进行了案例研究。假设管道检查完美,则应考虑四种维护措施(即不采取任何措施、添加缓蚀剂、清管和更换)。使用选定的腐蚀模型和假设的维护和故障成本,对10000个初始坑进行蒙特卡罗模拟,以确定最佳维护策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
2.90
自引率
9.50%
发文量
18
审稿时长
9 weeks
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